Pandas Profiling Report

Dataset statistics

Number of variables	19
Number of observations	31648
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	4.6 MiB
Average record size in memory	152.0 B

Variable types

NUM	14
CAT	5

Reproduction

Analysis started	2020-05-31 13:05:25.112592
Analysis finished	2020-05-31 13:05:54.473255
Duration	29.36 seconds
Version	pandas-profiling v2.8.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

Warnings

`country` has a high cardinality: 78 distinct values	High cardinality
`state` has a high cardinality: 69 distinct values	High cardinality
`city` has a high cardinality: 5905 distinct values	High cardinality
`10k` is highly correlated with `5k` and 9 other fields	High correlation
`5k` is highly correlated with `10k` and 8 other fields	High correlation
`20k` is highly correlated with `5k` and 9 other fields	High correlation
`half` is highly correlated with `5k` and 9 other fields	High correlation
`25k` is highly correlated with `5k` and 9 other fields	High correlation
`30k` is highly correlated with `5k` and 9 other fields	High correlation
`35k` is highly correlated with `5k` and 9 other fields	High correlation
`40k` is highly correlated with `5k` and 9 other fields	High correlation
`official` is highly correlated with `5k` and 9 other fields	High correlation
`pace` is highly correlated with `5k` and 9 other fields	High correlation
`overall` is highly correlated with `10k` and 9 other fields	High correlation
`genderdiv` is highly correlated with `overall`	High correlation
`bib` has unique values	Unique

5k
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	1433
Unique (%)	4.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.22636710970294452
Minimum	0.0
Maximum	1.0000000000000002
Zeros	1
Zeros (%)	< 0.1%
Memory size	247.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0.1525252525
Q1	0.1877525253
median	0.2184343434
Q3	0.2607323232
95-th percentile	0.3207070707
Maximum	1
Range	1
Interquartile range (IQR)	0.07297979798

Descriptive statistics

Standard deviation	0.05322533827
Coefficient of variation (CV)	0.2351284086
Kurtosis	1.771341124
Mean	0.2263671097
Median Absolute Deviation (MAD)	0.03535353535
Skewness	0.5653030277
Sum	7164.066288
Variance	0.002832936634

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.2042929293	81	0.3%
0.2036616162	79	0.2%
0.1986111111	78	0.2%
0.2061868687	75	0.2%
0.2111111111	74	0.2%
0.2064393939	72	0.2%
0.1946969697	72	0.2%
0.2011363636	72	0.2%
0.2060606061	71	0.2%
0.2108585859	71	0.2%
Other values (1423)	30903	97.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.003156565657	1	< 0.1%
0.003409090909	4	< 0.1%
0.007954545455	2	< 0.1%
0.008207070707	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.558459596	1	< 0.1%
0.5186868687	1	< 0.1%
0.5101010101	1	< 0.1%
0.4953282828	1	< 0.1%

10k
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	2659
Unique (%)	8.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.3655919974301697
Minimum	0.0
Maximum	1.0
Zeros	1
Zeros (%)	< 0.1%
Memory size	247.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0.240497076
Q1	0.300229741
median	0.3515037594
Q3	0.421679198
95-th percentile	0.532059315
Maximum	1
Range	1
Interquartile range (IQR)	0.121449457

Descriptive statistics

Standard deviation	0.09095901505
Coefficient of variation (CV)	0.2487992508
Kurtosis	0.4535122883
Mean	0.3655919974
Median Absolute Deviation (MAD)	0.05931495405
Skewness	0.5585924837
Sum	11570.25553
Variance	0.008273542419

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.3316624896	47	0.1%
0.337823726	47	0.1%
0.3355263158	42	0.1%
0.3279030911	42	0.1%
0.3425229741	41	0.1%
0.3367794486	41	0.1%
0.3237259816	41	0.1%
0.3264411028	40	0.1%
0.3308270677	40	0.1%
0.3430451128	39	0.1%
Other values (2649)	31228	98.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.0052213868	3	< 0.1%
0.005325814536	1	< 0.1%
0.007832080201	1	< 0.1%
0.01075605681	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9001670844	1	< 0.1%
0.8182957393	1	< 0.1%
0.8167293233	1	< 0.1%
0.8127610693	1	< 0.1%

20k
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	5228
Unique (%)	16.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.3677107411271664
Minimum	0.0
Maximum	0.9999999999999999
Zeros	1
Zeros (%)	< 0.1%
Memory size	247.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0.231997344
Q1	0.2951925631
median	0.3500664011
Q3	0.4252324037
95-th percentile	0.5621912351
Maximum	1
Range	1
Interquartile range (IQR)	0.1300398406

Descriptive statistics

Standard deviation	0.1017784116
Coefficient of variation (CV)	0.2767893352
Kurtosis	0.596195049
Mean	0.3677107411
Median Absolute Deviation (MAD)	0.06332005312
Skewness	0.7219371765
Sum	11637.30954
Variance	0.01035884507

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.3358831341	28	0.1%
0.3220717131	27	0.1%
0.3330677291	25	0.1%
0.3297211155	25	0.1%
0.3213811421	24	0.1%
0.3248339973	24	0.1%
0.3191500664	23	0.1%
0.3315803453	23	0.1%
0.3360956175	23	0.1%
0.3373173971	23	0.1%
Other values (5218)	31403	99.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.002549800797	1	< 0.1%
0.002656042497	1	< 0.1%
0.004674634794	1	< 0.1%
0.00823373174	2	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9330677291	1	< 0.1%
0.8702257636	1	< 0.1%
0.8500398406	1	< 0.1%
0.8152988048	1	< 0.1%

half
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	5489
Unique (%)	17.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.36841336781468886
Minimum	0.0
Maximum	1.0
Zeros	1
Zeros (%)	< 0.1%
Memory size	247.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0.2322140556
Q1	0.295610149
median	0.3506343133
Q3	0.4261478051
95-th percentile	0.5643198752
Maximum	1
Range	1
Interquartile range (IQR)	0.1305376561

Descriptive statistics

Standard deviation	0.1022286079
Coefficient of variation (CV)	0.277483438
Kurtosis	0.6026377855
Mean	0.3684133678
Median Absolute Deviation (MAD)	0.06322996375
Skewness	0.7274735953
Sum	11659.54626
Variance	0.01045068828

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.3219391865	27	0.1%
0.3321083367	26	0.1%
0.3191703584	24	0.1%
0.3285843737	23	0.1%
0.3411699557	23	0.1%
0.3254128071	23	0.1%
0.3215364478	22	0.1%
0.3304470399	22	0.1%
0.308195731	22	0.1%
0.3506343133	21	0.1%
Other values (5479)	31415	99.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.002869512686	2	< 0.1%
0.005487313733	1	< 0.1%
0.008507853403	2	< 0.1%
0.01092428514	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9265002014	1	< 0.1%
0.8720298027	1	< 0.1%
0.8517418445	1	< 0.1%
0.8216874748	1	< 0.1%

25k
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	6556
Unique (%)	20.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.3609134973026622
Minimum	0.0
Maximum	1.0
Zeros	1
Zeros (%)	< 0.1%
Memory size	247.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0.2233368966
Q1	0.2862840227
median	0.3414604062
Q3	0.4189622564
95-th percentile	0.5666474796
Maximum	1
Range	1
Interquartile range (IQR)	0.1326782337

Descriptive statistics

Standard deviation	0.1051387952
Coefficient of variation (CV)	0.2913130043
Kurtosis	0.6657078364
Mean	0.3609134973
Median Absolute Deviation (MAD)	0.06405723214
Skewness	0.7952161924
Sum	11422.19036
Variance	0.01105416625

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.3186415591	25	0.1%
0.3468875915	21	0.1%
0.2964394375	21	0.1%
0.3176959132	21	0.1%
0.3215196119	21	0.1%
0.3583175726	21	0.1%
0.2977551188	20	0.1%
0.3101307458	20	0.1%
0.30926733	20	0.1%
0.3267412219	19	0.1%
Other values (6546)	31439	99.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.002343557273	2	< 0.1%
0.00678398158	1	< 0.1%
0.007688512458	2	< 0.1%
0.01130663597	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9705205164	1	< 0.1%
0.9023517803	1	< 0.1%
0.8769015706	1	< 0.1%
0.8419537867	1	< 0.1%

30k
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	7926
Unique (%)	25.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.33583957374459794
Minimum	0.0
Maximum	1.0
Zeros	1
Zeros (%)	< 0.1%
Memory size	247.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0.2029303285
Q1	0.2627606039
median	0.3158503423
Q3	0.3930547307
95-th percentile	0.5379708061
Maximum	1
Range	1
Interquartile range (IQR)	0.1302941268

Descriptive statistics

Standard deviation	0.1028032319
Coefficient of variation (CV)	0.3061081539
Kurtosis	0.6447323519
Mean	0.3358395737
Median Absolute Deviation (MAD)	0.06226362017
Skewness	0.8279680976
Sum	10628.65083
Variance	0.0105685045

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.280905198	19	0.1%
0.2994405026	18	0.1%
0.2796549245	17	0.1%
0.343200075	17	0.1%
0.3085674991	17	0.1%
0.3118494671	16	0.1%
0.3042853124	16	0.1%
0.2863126309	16	0.1%
0.2507736067	16	0.1%
0.2835620292	16	0.1%
Other values (7916)	31480	99.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.001812896571	2	< 0.1%
0.006720220048	1	< 0.1%
0.007126558935	1	< 0.1%
0.008533116619	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9713062232	1	< 0.1%
0.8367455381	1	< 0.1%
0.8135217079	1	< 0.1%
0.7912043259	1	< 0.1%

35k
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	9342
Unique (%)	29.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.3367644873239581
Minimum	0.0
Maximum	1.0
Zeros	1
Zeros (%)	< 0.1%
Memory size	247.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0.1990783169
Q1	0.2606111387
median	0.3153360739
Q3	0.3978686078
95-th percentile	0.5464965568
Maximum	1
Range	1
Interquartile range (IQR)	0.137257469

Descriptive statistics

Standard deviation	0.1067676473
Coefficient of variation (CV)	0.3170395079
Kurtosis	0.5190601842
Mean	0.3367644873
Median Absolute Deviation (MAD)	0.06504150192
Skewness	0.8164986246
Sum	10657.92249
Variance	0.01139933052

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.2853551884	17	0.1%
0.3112251578	17	0.1%
0.2770286193	16	0.1%
0.2647220549	16	0.1%
0.2956193868	15	< 0.1%
0.2952266241	15	< 0.1%
0.3015370113	15	< 0.1%
0.2708229688	15	< 0.1%
0.2624963997	14	< 0.1%
0.2898064989	14	< 0.1%
Other values (9332)	31494	99.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.00107355136	2	< 0.1%
0.007357754445	1	< 0.1%
0.008326569087	1	< 0.1%
0.008928805216	2	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9750988453	1	< 0.1%
0.8488387316	1	< 0.1%
0.8199837658	1	< 0.1%
0.7993506323	1	< 0.1%

40k
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	10391
Unique (%)	32.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.3518576171314184
Minimum	0.0
Maximum	1.0
Zeros	1
Zeros (%)	< 0.1%
Memory size	247.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0.206794679
Q1	0.2718796992
median	0.3293811452
Q3	0.4175130133
95-th percentile	0.568189705
Maximum	1
Range	1
Interquartile range (IQR)	0.1456333141

Descriptive statistics

Standard deviation	0.1112207779
Coefficient of variation (CV)	0.3160959789
Kurtosis	0.3720835143
Mean	0.3518576171
Median Absolute Deviation (MAD)	0.06860613071
Skewness	0.7709058553
Sum	11135.58987
Variance	0.01237006144

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.2995951417	16	0.1%
0.290503181	15	< 0.1%
0.3057721226	15	< 0.1%
0.300242915	14	< 0.1%
0.328582996	13	< 0.1%
0.2896934644	13	< 0.1%
0.30264893	13	< 0.1%
0.2977906304	13	< 0.1%
0.2863389242	13	< 0.1%
0.3305957201	12	< 0.1%
Other values (10381)	31511	99.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.001388085599	1	< 0.1%
0.001434355119	1	< 0.1%
0.008629265471	1	< 0.1%
0.008837478311	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9995835743	1	< 0.1%
0.8788201272	1	< 0.1%
0.8339386929	1	< 0.1%
0.8263273569	1	< 0.1%

official
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	10848
Unique (%)	34.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.35208361312506
Minimum	0.0
Maximum	1.0000000000000002
Zeros	1
Zeros (%)	< 0.1%
Memory size	247.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0.206598586
Q1	0.2721043903
median	0.3303220738
Q3	0.4180850135
95-th percentile	0.5671489046
Maximum	1
Range	1
Interquartile range (IQR)	0.1459806232

Descriptive statistics

Standard deviation	0.1109437003
Coefficient of variation (CV)	0.3151061173
Kurtosis	0.3291582404
Mean	0.3520836131
Median Absolute Deviation (MAD)	0.06914986471
Skewness	0.7517530927
Sum	11142.74219
Variance	0.01230850463

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.2573754037	14	< 0.1%
0.3142183818	14	< 0.1%
0.2788033517	14	< 0.1%
0.3401195776	13	< 0.1%
0.270096884	13	< 0.1%
0.3116435367	13	< 0.1%
0.3184297809	12	< 0.1%
0.2747665183	12	< 0.1%
0.2904774374	12	< 0.1%
0.2999258095	12	< 0.1%
Other values (10838)	31519	99.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.00137470542	2	< 0.1%
0.008837391987	1	< 0.1%
0.008946495592	1	< 0.1%
0.009208344244	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.989831544	1	< 0.1%
0.8710831806	1	< 0.1%
0.8319586279	1	< 0.1%
0.8225320765	1	< 0.1%

pace
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	702
Unique (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.3520001462629808
Minimum	0.0
Maximum	0.9999999999999998
Zeros	1
Zeros (%)	< 0.1%
Memory size	247.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0.2069754145
Q1	0.2715837621
median	0.3299028016
Q3	0.4173813608
95-th percentile	0.5671812464
Maximum	1
Range	1
Interquartile range (IQR)	0.1457975986

Descriptive statistics

Standard deviation	0.1108735157
Coefficient of variation (CV)	0.3149814478
Kurtosis	0.3273589478
Mean	0.3520001463
Median Absolute Deviation (MAD)	0.06861063465
Skewness	0.7513709293
Sum	11140.10063
Variance	0.01229293648

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.303030303	162	0.5%
0.2813036021	150	0.5%
0.2973127501	150	0.5%
0.2858776444	149	0.5%
0.2801600915	149	0.5%
0.2995997713	149	0.5%
0.3339050886	148	0.5%
0.3138936535	147	0.5%
0.2710120069	146	0.5%
0.3253287593	145	0.5%
Other values (692)	30153	95.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.001143510577	2	< 0.1%
0.008576329331	2	< 0.1%
0.009719839909	2	< 0.1%
0.01086335049	2	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9891366495	1	< 0.1%
0.8702115495	1	< 0.1%
0.8313321898	1	< 0.1%
0.8227558605	1	< 0.1%

overall
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	31595
Unique (%)	99.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.49586622792781354
Minimum	0.0
Maximum	0.9999999999999999
Zeros	2
Zeros (%)	< 0.1%
Memory size	247.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0.0478969621
Q1	0.2467507047
median	0.4957250235
Q3	0.7448872534
95-th percentile	0.9442107736
Maximum	1
Range	1
Interquartile range (IQR)	0.4981365487

Descriptive statistics

Standard deviation	0.2875779691
Coefficient of variation (CV)	0.5799507062
Kurtosis	-1.199877423
Mean	0.4958662279
Median Absolute Deviation (MAD)	0.249076104
Skewness	0.001798552736
Sum	15693.17438
Variance	0.08270108829

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	2	< 0.1%
9.395552772e-05	2	< 0.1%
0.0003758221109	2	< 0.1%
0.0008142812402	2	< 0.1%
0.001440651425	2	< 0.1%
0.001096147823	2	< 0.1%
0.0005637331663	2	< 0.1%
3.131850924e-05	2	< 0.1%
6.263701848e-05	2	< 0.1%
0.0002192295647	2	< 0.1%
Other values (31585)	31628	99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2	< 0.1%
3.131850924e-05	2	< 0.1%
6.263701848e-05	2	< 0.1%
9.395552772e-05	2	< 0.1%
0.000125274037	2	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9999686815	1	< 0.1%
0.999937363	1	< 0.1%
0.9998434075	1	< 0.1%
0.9998120889	1	< 0.1%

age
Real number (ℝ_≥0)

Distinct count	64
Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.38705873738103264
Minimum	0.0
Maximum	0.9999999999999999
Zeros	33
Zeros (%)	0.1%
Memory size	247.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0.1111111111
Q1	0.2380952381
median	0.380952381
Q3	0.5079365079
95-th percentile	0.6825396825
Maximum	1
Range	1
Interquartile range (IQR)	0.2698412698

Descriptive statistics

Standard deviation	0.1793616581
Coefficient of variation (CV)	0.4633964842
Kurtosis	-0.56427208
Mean	0.3870587374
Median Absolute Deviation (MAD)	0.126984127
Skewness	0.1670120483
Sum	12249.63492
Variance	0.03217060439

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.4285714286	1191	3.8%
0.4444444444	1149	3.6%
0.3492063492	1075	3.4%
0.4603174603	1053	3.3%
0.380952381	1034	3.3%
0.5079365079	1004	3.2%
0.3650793651	976	3.1%
0.3968253968	961	3.0%
0.4761904762	904	2.9%
0.5238095238	897	2.8%
Other values (54)	21404	67.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	33	0.1%
0.01587301587	41	0.1%
0.03174603175	111	0.4%
0.04761904762	171	0.5%
0.06349206349	275	0.9%

Value	Count	Frequency (%)
1	5	< 0.1%
0.9841269841	3	< 0.1%
0.9682539683	3	< 0.1%
0.9523809524	5	< 0.1%
0.9365079365	6	< 0.1%

gender
Categorical

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	247.2 KiB

M	17484
F	14164

Common Values
Length

Value	Count	Frequency (%)
M	17484	55.2%
F	14164	44.8%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

genderdiv
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	17490
Unique (%)	55.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.4553331856406589
Minimum	0.0
Maximum	1.0
Zeros	4
Zeros (%)	< 0.1%
Memory size	247.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0.04360703312
Q1	0.224137931
median	0.4505519517
Q3	0.6766814612
95-th percentile	0.9055223626
Maximum	1
Range	1
Interquartile range (IQR)	0.4525435302

Descriptive statistics

Standard deviation	0.269335098
Coefficient of variation (CV)	0.59151212
Kurtosis	-1.072844482
Mean	0.4553331856
Median Absolute Deviation (MAD)	0.2262717651
Skewness	0.09915551468
Sum	14410.38466
Variance	0.07254139499

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	4	< 0.1%
0.0003414134517	4	< 0.1%
5.690224195e-05	4	< 0.1%
0.0005690224195	4	< 0.1%
0.0001138044839	4	< 0.1%
0.0004552179356	4	< 0.1%
0.0002276089678	4	< 0.1%
0.0005121201775	4	< 0.1%
0.0001707067258	4	< 0.1%
0.0002845112097	4	< 0.1%
Other values (17480)	31608	99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4	< 0.1%
5.690224195e-05	4	< 0.1%
0.0001138044839	4	< 0.1%
0.0001707067258	4	< 0.1%
0.0002276089678	4	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9999430978	1	< 0.1%
0.9998861955	1	< 0.1%
0.999772391	1	< 0.1%
0.9992602709	1	< 0.1%

division
Real number (ℝ_≥0)

Distinct count	6921
Unique (%)	21.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.27540847901001014
Minimum	0.0
Maximum	0.9999999999999999
Zeros	23
Zeros (%)	0.1%
Memory size	247.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0.01390083118
Q1	0.08684436801
median	0.2030667813
Q3	0.3725995987
95-th percentile	0.804335053
Maximum	1
Range	1
Interquartile range (IQR)	0.2857552307

Descriptive statistics

Standard deviation	0.244317063
Coefficient of variation (CV)	0.8871079926
Kurtosis	0.3354066435
Mean	0.275408479
Median Absolute Deviation (MAD)	0.1314130123
Skewness	1.113716829
Sum	8716.127544
Variance	0.05969082726

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	23	0.1%
0.000286615076	22	0.1%
0.000143307538	22	0.1%
0.0005732301519	20	0.1%
0.0008598452279	20	0.1%
0.0004299226139	20	0.1%
0.001003152766	20	0.1%
0.00143307538	19	0.1%
0.001289767842	19	0.1%
0.0007165376899	19	0.1%
Other values (6911)	31444	99.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	23	0.1%
0.000143307538	22	0.1%
0.000286615076	22	0.1%
0.0004299226139	20	0.1%
0.0005732301519	20	0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9997133849	1	< 0.1%
0.9985669246	1	< 0.1%
0.9984236171	1	< 0.1%
0.9975637719	1	< 0.1%

country
Categorical

HIGH CARDINALITY

Distinct count	78
Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	247.2 KiB

USA	26939
CAN	2164
GBR	341
ITA	209
MEX	202
Other values (73)	1793

Common Values
Length

Value	Count	Frequency (%)
USA	26939	85.1%
CAN	2164	6.8%
GBR	341	1.1%
ITA	209	0.7%
MEX	202	0.6%
GER	180	0.6%
JPN	172	0.5%
AUS	123	0.4%
IRL	116	0.4%
FRA	113	0.4%
Other values (68)	1089	3.4%

Length

Max length	3
Median length	3
Mean length	3
Min length	3

state
Categorical

HIGH CARDINALITY

Distinct count	69
Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	247.2 KiB

MA	7427
others	2545
CA	2302
NY	1537
ON	1045
Other values (64)	16792

Common Values
Length

Value	Count	Frequency (%)
MA	7427	23.5%
others	2545	8.0%
CA	2302	7.3%
NY	1537	4.9%
ON	1045	3.3%
PA	997	3.2%
TX	988	3.1%
IL	911	2.9%
OH	754	2.4%
FL	745	2.4%
Other values (59)	12397	39.2%

Length

Max length	6
Median length	2
Mean length	2.321663296
Min length	2

city
Categorical

HIGH CARDINALITY

Distinct count	5905
Unique (%)	18.7%
Missing	0
Missing (%)	0.0%
Memory size	247.2 KiB

Boston	1018
New York	497
Chicago	312
Cambridge	306
Toronto	239
Other values (5900)	29276

Common Values
Length

Value	Count	Frequency (%)
Boston	1018	3.2%
New York	497	1.6%
Chicago	312	1.0%
Cambridge	306	1.0%
Toronto	239	0.8%
Somerville	239	0.8%
Brookline	219	0.7%
Washington	210	0.7%
Newton	195	0.6%
San Francisco	192	0.6%
Other values (5895)	28221	89.2%

Length

Max length	35
Median length	8
Mean length	8.799892568
Min length	2

bib
Categorical

UNIQUE

Distinct count	31648
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	247.2 KiB

26385	1
12607	1
16839	1
8995	1
12146	1
Other values (31643)	31643

Common Values
Length

Value	Count	Frequency (%)
26385	1	< 0.1%
12607	1	< 0.1%
16839	1	< 0.1%
8995	1	< 0.1%
12146	1	< 0.1%
20518	1	< 0.1%
20205	1	< 0.1%
27315	1	< 0.1%
28524	1	< 0.1%
27608	1	< 0.1%
Other values (31638)	31638	> 99.9%

Length

Max length	5
Median length	5
Mean length	4.693914307
Min length	1

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Count
Matrix

First rows

	5k	10k	20k	half	25k	30k	35k	40k	official	pace	overall	age	gender	genderdiv	division	country	state	city	bib
0	0.003409	0.007832	0.008234	0.008508	0.007689	0.008533	0.010421	0.010017	0.010147	0.010863	0.000219	0.460317	M	0.000398	0.001003	JPN	others	Fukuoka	W1
1	0.106944	0.166667	0.157928	0.158276	0.150604	0.134029	0.128172	0.129555	0.127324	0.126930	0.000626	0.238095	F	0.000000	0.000000	KEN	others	Eldoret	F1
2	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.365079	M	0.000000	0.000000	RSA	others	Paarl	W2
3	0.106692	0.166562	0.157928	0.158276	0.150604	0.134029	0.128172	0.131521	0.130881	0.130932	0.000814	0.095238	F	0.000114	0.000287	ETH	others	Shoa	F2
4	0.003409	0.005221	0.002550	0.002870	0.002344	0.001813	0.001074	0.001434	0.001375	0.001144	0.000031	0.349206	M	0.000057	0.000143	JPN	others	Nogata Fukuoka	W3
5	0.106944	0.166667	0.157928	0.158276	0.150687	0.134029	0.128172	0.131521	0.131099	0.130932	0.000846	0.174603	F	0.000171	0.000430	KEN	others	Nandi	F3
6	0.007955	0.010756	0.008234	0.008508	0.007689	0.006720	0.007358	0.008629	0.008837	0.008576	0.000094	0.158730	M	0.000171	0.000430	SUI	others	Neuenkirch	W4
7	0.093687	0.144737	0.135564	0.135018	0.128073	0.112743	0.104868	0.108039	0.107423	0.108062	0.000125	0.174603	M	0.000228	0.000573	ETH	others	Addis Ababa	5
8	0.003157	0.005221	0.002656	0.002870	0.002344	0.001813	0.001074	0.001388	0.001375	0.001144	0.000063	0.396825	M	0.000114	0.000287	JPN	others	Isahaya	W6
9	0.093434	0.144737	0.136414	0.136931	0.131075	0.119807	0.117436	0.124303	0.124880	0.125214	0.000595	0.206349	M	0.001081	0.002723	USA	CA	Redding	6

Last rows

	5k	10k	20k	half	25k	30k	35k	40k	official	pace	overall	age	gender	genderdiv	division	country	state	city	bib
31638	0.316288	0.538429	0.583373	0.586337	0.586013	0.540368	0.533319	0.552527	0.548202	0.548313	0.928187	0.206349	M	0.941163	0.802952	USA	MA	Dorchester	35901
31639	0.332955	0.552527	0.576627	0.578886	0.595140	0.566468	0.578356	0.602707	0.601379	0.601487	0.965424	0.603175	M	0.972516	0.247062	USA	MA	Reading	35902
31640	0.301136	0.494256	0.490465	0.490687	0.476729	0.450098	0.426226	0.460197	0.454417	0.454545	0.813467	0.238095	M	0.838113	0.715391	USA	MA	Hyde Park	35905
31641	0.278662	0.487782	0.501195	0.498137	0.491736	0.475354	0.469299	0.487033	0.485140	0.485420	0.860915	0.301587	M	0.880335	0.747492	USA	MA	Boston	35906
31642	0.370581	0.627924	0.678247	0.681736	0.675397	0.628731	0.623576	0.638704	0.640700	0.640366	0.980113	0.412698	M	0.983669	0.372170	USA	MA	Wayland	35907
31643	0.232071	0.356099	0.337052	0.336035	0.321602	0.288188	0.281428	0.287149	0.286179	0.285878	0.308425	0.222222	M	0.426710	0.489109	USA	CA	Larkspur	35908
31644	0.294444	0.466374	0.490146	0.492449	0.490174	0.459413	0.464193	0.484372	0.484245	0.484277	0.859850	0.253968	M	0.879595	0.746776	USA	MA	Norwell	35909
31645	0.257955	0.442565	0.463373	0.465868	0.457281	0.425718	0.424707	0.440023	0.439469	0.439680	0.785813	0.047619	F	0.613804	0.749498	USA	CT	West Simsbury	35910
31646	0.293308	0.492168	0.498274	0.498389	0.501686	0.472197	0.470687	0.485298	0.484704	0.484277	0.860476	0.317460	F	0.683282	0.831040	USA	MA	North Andover	35911
31647	0.242045	0.386487	0.382098	0.383105	0.366828	0.329385	0.320128	0.324766	0.322292	0.322470	0.464861	0.571429	M	0.555935	0.199914	USA	PA	Lancaster	35912

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows